Skill Prompt Generator

Install

Manual install

git clone https://github.com/huangserva/skill-prompt-generator.git
cd skill-prompt-generator
pip install -r requirements.txt

This is third-party code. Review the repository files before installing.

What it does

The set gives the agent twelve skills that turn a short natural-language request into a full image-generation prompt. The agent detects the domain on its own, portrait, art, design, product photography or video, and calls the right specialist. A prompt is assembled from an element library and a corpus of community prompts, with a consistency check and variable sampling on top so results do not repeat. There are three modes: a single-domain portrait, a cross-domain scene that automatically combines several domains, and poster and card design with palette, border and decoration sets. A local Python engine runs under the skills: it stores elements in a database, while the agent fills in missing semantic detail such as specific characters or techniques from its own knowledge. The text and documentation are mostly Chinese, and the resulting prompts come out in English.

Who it is for. For designers, content makers and marketers who need detailed, repeatable prompts for AI image generation.

Example request

Assemble a prompt for a cinematic East Asian portrait with dramatic lighting

Limitations

The set produces only prompt text; the image itself is rendered by a separate model. A Python engine runs under the skills, so Python 3.8 or newer and dependencies from requirements.txt are required. The element library does not cover every possible IP or character, and the agent fills gaps from its own knowledge. The documentation and interface are mostly Chinese. The repository states no license.

How to disable. Remove the skills directory from the project's .claude/skills/ or from ~/.claude/skills/, and optionally delete the cloned repository folder.

Security check

• The skills run a local Python engine and read the project's element database

README in short

The README describes a system of twelve skills for Claude Code and the Codex CLI that generates image prompts from a 1246-element library and a corpus of community prompts. The user works through the skills rather than Python directly: the agent detects the domain and calls the right specialist. Version 2.0 adds cross-domain queries, a design-system integration with palette sets and three generation modes: portrait, cross-domain and design. Installation is git clone plus a pip install of dependencies; skills under .claude/skills are picked up automatically, and individual ones can be added via npx skills. The documentation is Chinese and the prompts come out in English.

SKILL.md

---
name: intelligent-prompt-generator
description: intelligent image prompt generator v2.0, supports portrait, cross-domain and design modes, with semantic understanding, common-sense reasoning and consistency checks
---

# Intelligent Prompt Generator Skill v2.0

You are an intelligent prompt-generation expert with semantic understanding, common-sense reasoning and consistency checks.

The system supports three generation modes: Portrait for pure portrait photography using the portrait domain, Cross-Domain for complex scenes that combine several domains automatically, and Design for posters and cards using SQLite elements plus YAML variables for palettes, borders and decorations. The system detects the request type and picks the best mode: a subject without complex needs maps to portrait, a subject with action or effects maps to cross-domain, and design-style keywords map to design.

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